Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	53730
Missing cells	305030
Missing cells (%)	29.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.4 MiB
Average record size in memory	145.0 B

Variable types

NUM	9
CAT	5
BOOL	5

Warnings

`type_of_sale` has constant value "53730"	Constant
`subtype_of_property` is highly correlated with `type_of_property`	High correlation
`type_of_property` is highly correlated with `subtype_of_property`	High correlation
`price` has 3330 (6.2%) missing values	Missing
`nr_of_rooms` has 3161 (5.9%) missing values	Missing
`area` has 11267 (21.0%) missing values	Missing
`equiped_kitchen` has 20574 (38.3%) missing values	Missing
`furnished` has 26752 (49.8%) missing values	Missing
`terrace` has 24972 (46.5%) missing values	Missing
`terrace_area` has 36354 (67.7%) missing values	Missing
`garden` has 39390 (73.3%) missing values	Missing
`garden_area` has 45601 (84.9%) missing values	Missing
`total_land_area` has 25353 (47.2%) missing values	Missing
`nr_of_facades` has 18256 (34.0%) missing values	Missing
`swimming_pool` has 32150 (59.8%) missing values	Missing
`building_condition` has 17870 (33.3%) missing values	Missing
`price` is highly skewed (γ1 = 22.2881236)	Skewed
`nr_of_rooms` is highly skewed (γ1 = 36.68169628)	Skewed
`terrace_area` is highly skewed (γ1 = 76.34372105)	Skewed
`garden_area` is highly skewed (γ1 = 71.7730675)	Skewed
`total_land_area` is highly skewed (γ1 = 55.12911822)	Skewed
`id` has unique values	Unique
`nr_of_rooms` has 1206 (2.2%) zeros	Zeros
`total_land_area` has 3514 (6.5%) zeros	Zeros

Reproduction

Analysis started	2020-12-07 05:38:36.651730
Analysis finished	2020-12-07 05:39:08.699758
Duration	32.05 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

id
Real number (ℝ_≥0)

UNIQUE

Distinct	53730
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8832927.854
Minimum	1882546
Maximum	9066628
Zeros	0
Zeros (%)	0.0%
Memory size	419.8 KiB

Quantile statistics

Minimum	1882546
5-th percentile	8182803.45
Q1	8801772
median	8948633.5
Q3	9017599.75
95-th percentile	9057278.55
Maximum	9066628
Range	7184082
Interquartile range (IQR)	215827.75

Descriptive statistics

Standard deviation	351575.5252
Coefficient of variation (CV)	0.03980282993
Kurtosis	36.28978961
Mean	8832927.854
Median Absolute Deviation (MAD)	84684
Skewness	-4.526475785
Sum	4.745932136e+11
Variance	1.236053499e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8785918	1	< 0.1%
8899948	1	< 0.1%
9012517	1	< 0.1%
9014564	1	< 0.1%
9024803	1	< 0.1%
9026850	1	< 0.1%
8889633	1	< 0.1%
8891680	1	< 0.1%
8807705	1	< 0.1%
8809752	1	< 0.1%
Other values (53720)	53720	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1882546	1	< 0.1%
2335739	1	< 0.1%
2784938	1	< 0.1%
3001135	1	< 0.1%
3702839	1	< 0.1%

Value	Count	Frequency (%)
9066628	1	< 0.1%
9066556	1	< 0.1%
9066527	1	< 0.1%
9066417	1	< 0.1%
9066399	1	< 0.1%

locality
Real number (ℝ_≥0)

Distinct	1051
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5372.749079
Minimum	1000
Maximum	9992
Zeros	0
Zeros (%)	0.0%
Memory size	419.8 KiB

Quantile statistics

Minimum	1000
5-th percentile	1070
Q1	2260
median	5580
Q3	8450
95-th percentile	9550
Maximum	9992
Range	8992
Interquartile range (IQR)	6190

Descriptive statistics

Standard deviation	3111.313225
Coefficient of variation (CV)	0.5790914817
Kurtosis	-1.617409373
Mean	5372.749079
Median Absolute Deviation (MAD)	3040
Skewness	-0.03945887581
Sum	288677808
Variance	9680269.981
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8300	1268	2.4%
9000	910	1.7%
1180	842	1.6%
8400	814	1.5%
1000	809	1.5%
2000	617	1.1%
1050	582	1.1%
8370	551	1.0%
1070	520	1.0%
8670	472	0.9%
Other values (1041)	46345	86.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	809	1.5%
1020	172	0.3%
1030	418	0.8%
1040	217	0.4%
1050	582	1.1%

Value	Count	Frequency (%)
9992	7	< 0.1%
9991	103	0.2%
9990	108	0.2%
9988	12	< 0.1%
9982	11	< 0.1%

type_of_property
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	419.8 KiB

HOUSE	28378
APARTMENT	22194
APARTMENT_GROUP	2341
HOUSE_GROUP	817

Frequencies
Length

Value	Count	Frequency (%)
HOUSE	28378	52.8%
APARTMENT	22194	41.3%
APARTMENT_GROUP	2341	4.4%
HOUSE_GROUP	817	1.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	5
Mean length	7.179192258
Min length	5

subtype_of_property
Categorical

HIGH CORRELATION

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	419.8 KiB

HOUSE	20685
APARTMENT	16956
VILLA	2954
APARTMENT_GROUP	2341
DUPLEX	1391
Other values (20)	9403

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
HOUSE	20685	38.5%
APARTMENT	16956	31.6%
VILLA	2954	5.5%
APARTMENT_GROUP	2341	4.4%
DUPLEX	1391	2.6%
APARTMENT_BLOCK	1244	2.3%
GROUND_FLOOR	1184	2.2%
PENTHOUSE	1027	1.9%
MIXED_USE_BUILDING	1008	1.9%
HOUSE_GROUP	817	1.5%
Other values (15)	4123	7.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	9
Mean length	7.981313977
Min length	3

price
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	4640
Distinct (%)	9.2%
Missing	3330
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%

Mean	396311.4335
Minimum	1
Maximum	35000000
Zeros	0
Zeros (%)	0.0%
Memory size	419.8 KiB

Quantile statistics

Minimum	1
5-th percentile	115000
Q1	200000
median	285000
Q3	405000
95-th percentile	995000
Maximum	35000000
Range	34999999
Interquartile range (IQR)	205000

Descriptive statistics

Standard deviation	523834.5236
Coefficient of variation (CV)	1.321774946
Kurtosis	1224.348396
Mean	396311.4335
Median Absolute Deviation (MAD)	95000
Skewness	22.2881236
Sum	1.997409625e+10
Variance	2.744026081e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
249000	670	1.2%
299000	622	1.2%
199000	622	1.2%
275000	595	1.1%
295000	578	1.1%
225000	544	1.0%
395000	505	0.9%
195000	503	0.9%
175000	494	0.9%
235000	473	0.9%
Other values (4630)	44794	83.4%
(Missing)	3330	6.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
65	1	< 0.1%
2500	3	< 0.1%
3500	1	< 0.1%
4000	1	< 0.1%

Value	Count	Frequency (%)
35000000	3	< 0.1%
21600000	1	< 0.1%
13500000	2	< 0.1%
9500000	1	< 0.1%
8750000	1	< 0.1%

type_of_sale
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	419.8 KiB

FOR_SALE	53730

Frequencies
Length

Value	Count	Frequency (%)
FOR_SALE	53730	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

nr_of_rooms
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	45
Distinct (%)	0.1%
Missing	3161
Missing (%)	5.9%
Infinite	0
Infinite (%)	0.0%

Mean	2.92669422
Minimum	0
Maximum	204
Zeros	1206
Zeros (%)	2.2%
Memory size	419.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	204
Range	204
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.606963675
Coefficient of variation (CV)	0.8907536896
Kurtosis	2493.272403
Mean	2.92669422
Median Absolute Deviation (MAD)	1
Skewness	36.68169628
Sum	148000
Variance	6.7962596
Monotocity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
3	16650	31.0%
2	15462	28.8%
4	7154	13.3%
1	5002	9.3%
5	2754	5.1%
0	1206	2.2%
6	1162	2.2%
7	435	0.8%
8	252	0.5%
9	124	0.2%
Other values (35)	368	0.7%
(Missing)	3161	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1206	2.2%
1	5002	9.3%
2	15462	28.8%
3	16650	31.0%
4	7154	13.3%

Value	Count	Frequency (%)
204	3	< 0.1%
165	1	< 0.1%
80	4	< 0.1%
71	1	< 0.1%
70	1	< 0.1%

area
Real number (ℝ_≥0)

MISSING

Distinct	822
Distinct (%)	1.9%
Missing	11267
Missing (%)	21.0%
Infinite	0
Infinite (%)	0.0%

Mean	170.7482279
Minimum	1
Maximum	11366
Zeros	0
Zeros (%)	0.0%
Memory size	419.8 KiB

Quantile statistics

Minimum	1
5-th percentile	57
Q1	92
median	132
Q3	200
95-th percentile	404
Maximum	11366
Range	11365
Interquartile range (IQR)	108

Descriptive statistics

Standard deviation	170.3762744
Coefficient of variation (CV)	0.9978216261
Kurtosis	815.4907766
Mean	170.7482279
Median Absolute Deviation (MAD)	47
Skewness	17.71983869
Sum	7250482
Variance	29028.07487
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	873	1.6%
90	843	1.6%
120	816	1.5%
150	757	1.4%
110	706	1.3%
80	696	1.3%
140	668	1.2%
200	651	1.2%
85	631	1.2%
160	614	1.1%
Other values (812)	35208	65.5%
(Missing)	11267	21.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
5	2	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	3	< 0.1%

Value	Count	Frequency (%)
11366	1	< 0.1%
8750	1	< 0.1%
8521	1	< 0.1%
6293	1	< 0.1%
4380	1	< 0.1%

equiped_kitchen
Categorical

MISSING

Distinct	8
Distinct (%)	< 0.1%
Missing	20574
Missing (%)	38.3%
Memory size	419.8 KiB

INSTALLED	17750
HYPER_EQUIPPED	6703
SEMI_EQUIPPED	3537
USA_HYPER_EQUIPPED	2138
NOT_INSTALLED	1917
Other values (3)	1111

Frequencies
Length

Value	Count	Frequency (%)
INSTALLED	17750	33.0%
HYPER_EQUIPPED	6703	12.5%
SEMI_EQUIPPED	3537	6.6%
USA_HYPER_EQUIPPED	2138	4.0%
NOT_INSTALLED	1917	3.6%
USA_INSTALLED	887	1.7%
USA_SEMI_EQUIPPED	197	0.4%
USA_UNINSTALLED	27	0.1%
(Missing)	20574	38.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	18
Median length	9
Mean length	8.188814443
Min length	3

furnished
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	26752
Missing (%)	49.8%
Memory size	419.8 KiB

False	25398
True	1580
(Missing)	26752

Common Values
Chart

Value	Count	Frequency (%)
False	25398	47.3%
True	1580	2.9%
(Missing)	26752	49.8%

open_fire
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	52.5 KiB

False	51233
True	2497

Common Values
Chart

Value	Count	Frequency (%)
False	51233	95.4%
True	2497	4.6%

terrace
Boolean

MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	24972
Missing (%)	46.5%
Memory size	419.8 KiB

True	28758
(Missing)	24972

Common Values
Chart

Value	Count	Frequency (%)
True	28758	53.5%
(Missing)	24972	46.5%

terrace_area
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	213
Distinct (%)	1.2%
Missing	36354
Missing (%)	67.7%
Infinite	0
Infinite (%)	0.0%

Mean	29.13092772
Minimum	1
Maximum	20000
Zeros	0
Zeros (%)	0.0%
Memory size	419.8 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	9
median	16
Q3	30
95-th percentile	78
Maximum	20000
Range	19999
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	191.8688313
Coefficient of variation (CV)	6.586430516
Kurtosis	7174.296533
Mean	29.13092772
Median Absolute Deviation (MAD)	9
Skewness	76.34372105
Sum	506179
Variance	36813.64841
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	1033	1.9%
20	1005	1.9%
15	809	1.5%
6	784	1.5%
12	749	1.4%
8	726	1.4%
30	667	1.2%
9	594	1.1%
25	570	1.1%
5	563	1.0%
Other values (203)	9876	18.4%
(Missing)	36354	67.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	70	0.1%
2	313	0.6%
3	376	0.7%
4	551	1.0%
5	563	1.0%

Value	Count	Frequency (%)
20000	1	< 0.1%
8000	2	< 0.1%
6000	1	< 0.1%
3500	1	< 0.1%
3400	1	< 0.1%

garden
Boolean

MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	39390
Missing (%)	73.3%
Memory size	419.8 KiB

True	14340
(Missing)	39390

Common Values
Chart

Value	Count	Frequency (%)
True	14340	26.7%
(Missing)	39390	73.3%

garden_area
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	1192
Distinct (%)	14.7%
Missing	45601
Missing (%)	84.9%
Infinite	0
Infinite (%)	0.0%

Mean	1093.024972
Minimum	1
Maximum	1134500
Zeros	0
Zeros (%)	0.0%
Memory size	419.8 KiB

Quantile statistics

Minimum	1
5-th percentile	20
Q1	70
median	185
Q3	591
95-th percentile	2869.2
Maximum	1134500
Range	1134499
Interquartile range (IQR)	521

Descriptive statistics

Standard deviation	13683.43463
Coefficient of variation (CV)	12.51886734
Kurtosis	5827.776013
Mean	1093.024972
Median Absolute Deviation (MAD)	145
Skewness	71.7730675
Sum	8885200
Variance	187236383.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	255	0.5%
50	201	0.4%
200	188	0.3%
300	148	0.3%
400	133	0.2%
60	128	0.2%
80	128	0.2%
150	128	0.2%
250	123	0.2%
40	123	0.2%
Other values (1182)	6574	12.2%
(Missing)	45601	84.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	68	0.1%
2	1	< 0.1%
3	3	< 0.1%
4	15	< 0.1%
5	12	< 0.1%

Value	Count	Frequency (%)
1134500	1	< 0.1%
312600	1	< 0.1%
110000	1	< 0.1%
94000	1	< 0.1%
80978	1	< 0.1%

total_land_area
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	3393
Distinct (%)	12.0%
Missing	25353
Missing (%)	47.2%
Infinite	0
Infinite (%)	0.0%

Mean	1261.731015
Minimum	0
Maximum	850000
Zeros	3514
Zeros (%)	6.5%
Memory size	419.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	140
median	350
Q3	838
95-th percentile	3490.4
Maximum	850000
Range	850000
Interquartile range (IQR)	698

Descriptive statistics

Standard deviation	7884.917281
Coefficient of variation (CV)	6.249285458
Kurtosis	5086.635899
Mean	1261.731015
Median Absolute Deviation (MAD)	268
Skewness	55.12911822
Sum	35804141
Variance	62171920.53
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3514	6.5%
150	216	0.4%
100	214	0.4%
200	178	0.3%
1000	173	0.3%
120	172	0.3%
300	169	0.3%
250	165	0.3%
180	149	0.3%
500	139	0.3%
Other values (3383)	23288	43.3%
(Missing)	25353	47.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3514	6.5%
1	24	< 0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
850000	1	< 0.1%
396300	1	< 0.1%
250000	1	< 0.1%
226952	1	< 0.1%
220000	1	< 0.1%

nr_of_facades
Real number (ℝ_≥0)

MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	18256
Missing (%)	34.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.76450358
Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	419.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.8632200106
Coefficient of variation (CV)	0.3122513629
Kurtosis	-1.225925341
Mean	2.76450358
Median Absolute Deviation (MAD)	1
Skewness	0.3848056267
Sum	98068
Variance	0.7451487866
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	17167	32.0%
4	9591	17.9%
3	8318	15.5%
1	395	0.7%
6	1	< 0.1%
5	1	< 0.1%
10	1	< 0.1%
(Missing)	18256	34.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	395	0.7%
2	17167	32.0%
3	8318	15.5%
4	9591	17.9%
5	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
6	1	< 0.1%
5	1	< 0.1%
4	9591	17.9%
3	8318	15.5%

swimming_pool
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	32150
Missing (%)	59.8%
Memory size	419.8 KiB

False	20448
True	1132
(Missing)	32150

Common Values
Chart

Value	Count	Frequency (%)
False	20448	38.1%
True	1132	2.1%
(Missing)	32150	59.8%

building_condition
Categorical

MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	17870
Missing (%)	33.3%
Memory size	419.8 KiB

AS_NEW	14001
GOOD	12812
TO_BE_DONE_UP	3199
TO_RENOVATE	3128
JUST_RENOVATED	2524

Frequencies
Length

Value	Count	Frequency (%)
AS_NEW	14001	26.1%
GOOD	12812	23.8%
TO_BE_DONE_UP	3199	6.0%
TO_RENOVATE	3128	5.8%
JUST_RENOVATED	2524	4.7%
TO_RESTORE	196	0.4%
(Missing)	17870	33.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	4
Mean length	5.623580867
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	id	locality	type_of_property	subtype_of_property	price	type_of_sale	nr_of_rooms	area	equiped_kitchen	furnished	open_fire	terrace	terrace_area	garden	garden_area	total_land_area	nr_of_facades	swimming_pool	building_condition
0	9044081	1083	APARTMENT	APARTMENT	265000.0	FOR_SALE	4.0	90.0	INSTALLED	False	False	True	13.0	NaN	NaN	NaN	4.0	NaN	AS_NEW
1	9043978	1000	APARTMENT	APARTMENT	1795000.0	FOR_SALE	4.0	650.0	USA_HYPER_EQUIPPED	False	True	True	400.0	NaN	NaN	NaN	3.0	NaN	AS_NEW
2	9044188	1050	HOUSE	MANSION	3800000.0	FOR_SALE	5.0	752.0	HYPER_EQUIPPED	False	False	True	40.0	True	NaN	340.0	2.0	NaN	JUST_RENOVATED
3	9041095	4860	HOUSE	HOUSE	320000.0	FOR_SALE	5.0	231.0	NOT_INSTALLED	False	False	True	30.0	True	1200.0	1421.0	3.0	False	AS_NEW
4	9042175	1160	APARTMENT_GROUP	APARTMENT_GROUP	NaN	FOR_SALE	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	9041098	6001	APARTMENT_GROUP	APARTMENT_GROUP	NaN	FOR_SALE	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	9043036	9600	APARTMENT	APARTMENT	195000.0	FOR_SALE	2.0	75.0	INSTALLED	NaN	False	NaN	NaN	NaN	NaN	NaN	2.0	NaN	GOOD
7	9042950	6010	APARTMENT	TRIPLEX	235000.0	FOR_SALE	3.0	149.0	HYPER_EQUIPPED	False	False	True	15.0	NaN	NaN	NaN	2.0	False	AS_NEW
8	9042073	1070	APARTMENT	APARTMENT	320000.0	FOR_SALE	3.0	130.0	USA_HYPER_EQUIPPED	False	False	True	14.0	NaN	NaN	NaN	2.0	NaN	AS_NEW
9	9042267	7181	HOUSE	VILLA	325000.0	FOR_SALE	2.0	130.0	INSTALLED	False	False	True	30.0	True	600.0	1043.0	4.0	False	TO_BE_DONE_UP

Last rows

	id	locality	type_of_property	subtype_of_property	price	type_of_sale	nr_of_rooms	area	equiped_kitchen	furnished	open_fire	terrace	terrace_area	garden	garden_area	total_land_area	nr_of_facades	swimming_pool	building_condition
53720	9020073	3020	HOUSE	HOUSE	411217.0	FOR_SALE	3.0	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	1000.0	NaN	False	NaN
53721	8968005	3040	HOUSE	HOUSE	413119.0	FOR_SALE	3.0	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	937.0	NaN	False	NaN
53722	8703267	3140	HOUSE	HOUSE	419322.0	FOR_SALE	3.0	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	730.0	NaN	False	NaN
53723	9027423	3020	HOUSE	HOUSE	442072.0	FOR_SALE	3.0	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	1000.0	NaN	False	NaN
53724	8714117	1860	HOUSE_GROUP	HOUSE_GROUP	NaN	FOR_SALE	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
53725	8667513	3080	HOUSE_GROUP	HOUSE_GROUP	NaN	FOR_SALE	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
53726	9020840	1785	HOUSE	HOUSE	417500.0	FOR_SALE	3.0	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	396.0	3.0	NaN	NaN
53727	8747154	3470	HOUSE	COUNTRY_COTTAGE	750000.0	FOR_SALE	3.0	NaN	NaN	False	False	NaN	NaN	NaN	NaN	0.0	NaN	False	NaN
53728	6992573	1500	APARTMENT_GROUP	APARTMENT_GROUP	NaN	FOR_SALE	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
53729	6918766	1500	APARTMENT_GROUP	APARTMENT_GROUP	NaN	FOR_SALE	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows